TheRock/rocm-systems/projects/rocprofiler-systems/examples/transpose

Transpose

Overview

This example performs a tiled 2D matrix transpose on the GPU using HIP. Each thread block uses a 32x32 shared memory tile to coalesce global memory accesses, and the host launches the kernel from multiple CPU threads - each with its own HIP stream - to exercise concurrent GPU execution. The workload is useful for profiling kernel dispatch latency, multi-stream overlap, and memory throughput under sustained GPU load. Optional MPI support adds an MPI_Alltoall phase to test distributed profiling.

Source Files

• transpose.cpp - Defines the transpose_a kernel (shared-memory tiled transpose), the run() worker that allocates device memory and iterates kernel launches, and verify() for correctness checking.

Prerequisites

• CMake 3.25+
• HIP runtime and hipcc compiler
• (Optional) MPI for distributed transpose

Building

Standalone build:

cmake -B <build_dir> -S <project_root>/examples/transpose -DCMAKE_PREFIX_PATH=/opt/rocm
cmake --build <build_dir>

As part of the examples suite:

cmake -B <build_dir> -S <project_root>/examples/ -DCMAKE_PREFIX_PATH=/opt/rocm
cmake --build <build_dir> --target transpose

To enable MPI support:

cmake -B build -DTRANSPOSE_USE_MPI=ON -DCMAKE_PREFIX_PATH=/opt/rocm transpose/
cmake --build build

Running

# Default: 2 threads, 500 iterations, sync every 10
./transpose

# Custom: 4 threads, 100 iterations, sync every 5
./transpose 4 100 5

Arguments:

Position	Description	Default
1	Number of CPU threads (each gets a HIP stream)	2
2	Number of kernel iterations	500
3	Synchronize every N iterations	10

Profiling with rocprofiler-systems

rocprof-sys-run -- ./transpose 4 200 10

Recommended Configuration

Variable	Value	Purpose
ROCPROFSYS_ROCM_DOMAINS	hip_runtime_api,kernel_dispatch,memory_copy	Trace HIP API calls, kernel launches, and memory transfers
ROCPROFSYS_ROCM_EVENTS	SQ_WAVES,GRBM_COUNT	Sample GPU hardware counters
ROCPROFSYS_TRACE	true	Generate Perfetto trace
ROCPROFSYS_PROFILE	true	Generate call-stack profile

rocprof-sys-run \
    -e ROCPROFSYS_ROCM_DOMAINS=hip_runtime_api,kernel_dispatch,memory_copy \
    -e ROCPROFSYS_TRACE=true \
    -- ./transpose 4 200 10